Dataset statistics
| Number of variables | 22 |
|---|---|
| Number of observations | 5180 |
| Missing cells | 1896 |
| Missing cells (%) | 1.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 890.4 KiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 10 |
|---|---|
| Categorical | 12 |
Age is highly correlated with WorkExperience | High correlation |
WorkExperience is highly correlated with Age and 2 other fields | High correlation |
LastPromotion is highly correlated with CurrentProfile | High correlation |
CurrentProfile is highly correlated with WorkExperience and 1 other fields | High correlation |
MonthlyIncome is highly correlated with WorkExperience | High correlation |
Age is highly correlated with WorkExperience | High correlation |
WorkExperience is highly correlated with Age and 1 other fields | High correlation |
LastPromotion is highly correlated with CurrentProfile | High correlation |
CurrentProfile is highly correlated with LastPromotion | High correlation |
MonthlyIncome is highly correlated with WorkExperience | High correlation |
Age is highly correlated with WorkExperience | High correlation |
WorkExperience is highly correlated with Age and 1 other fields | High correlation |
MonthlyIncome is highly correlated with WorkExperience | High correlation |
Department is highly correlated with EducationField | High correlation |
EducationField is highly correlated with Department | High correlation |
Age is highly correlated with Designation and 1 other fields | High correlation |
Department is highly correlated with EducationField | High correlation |
EducationField is highly correlated with Department | High correlation |
Designation is highly correlated with Age and 3 other fields | High correlation |
WorkExperience is highly correlated with Age and 4 other fields | High correlation |
LastPromotion is highly correlated with WorkExperience and 1 other fields | High correlation |
CurrentProfile is highly correlated with Designation and 2 other fields | High correlation |
MaritalStatus is highly correlated with MonthlyIncome | High correlation |
MonthlyIncome is highly correlated with Designation and 2 other fields | High correlation |
Age has 316 (6.1%) missing values | Missing |
Department has 124 (2.4%) missing values | Missing |
HomeToWork has 255 (4.9%) missing values | Missing |
HourlnWeek has 287 (5.5%) missing values | Missing |
SalaryHikelastYear has 169 (3.3%) missing values | Missing |
WorkExperience has 187 (3.6%) missing values | Missing |
LastPromotion has 70 (1.4%) missing values | Missing |
CurrentProfile has 311 (6.0%) missing values | Missing |
MonthlyIncome has 93 (1.8%) missing values | Missing |
EmployeeID is uniformly distributed | Uniform |
EmployeeID has unique values | Unique |
NumCompaniesWorked has 377 (7.3%) zeros | Zeros |
LastPromotion has 1201 (23.2%) zeros | Zeros |
CurrentProfile has 624 (12.0%) zeros | Zeros |
Reproduction
| Analysis started | 2022-06-17 19:22:00.916486 |
|---|---|
| Analysis finished | 2022-06-17 19:22:35.193399 |
| Duration | 34.28 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 5180 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5112590.5 |
| Minimum | 5110001 |
|---|---|
| Maximum | 5115180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 5110001 |
|---|---|
| 5-th percentile | 5110259.95 |
| Q1 | 5111295.75 |
| median | 5112590.5 |
| Q3 | 5113885.25 |
| 95-th percentile | 5114921.05 |
| Maximum | 5115180 |
| Range | 5179 |
| Interquartile range (IQR) | 2589.5 |
Descriptive statistics
| Standard deviation | 1495.481528 |
|---|---|
| Coefficient of variation (CV) | 0.0002925095463 |
| Kurtosis | -1.2 |
| Mean | 5112590.5 |
| Median Absolute Deviation (MAD) | 1295 |
| Skewness | 0 |
| Sum | 2.648321879 × 1010 |
| Variance | 2236465 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 5114198 | 1 | < 0.1% |
| 5111777 | 1 | < 0.1% |
| 5112130 | 1 | < 0.1% |
| 5114790 | 1 | < 0.1% |
| 5112731 | 1 | < 0.1% |
| 5113313 | 1 | < 0.1% |
| 5110650 | 1 | < 0.1% |
| 5110762 | 1 | < 0.1% |
| 5114949 | 1 | < 0.1% |
| 5113770 | 1 | < 0.1% |
| Other values (5170) | 5170 |
| Value | Count | Frequency (%) |
| 5110001 | 1 | |
| 5110002 | 1 | |
| 5110003 | 1 | |
| 5110004 | 1 | |
| 5110005 | 1 | |
| 5110006 | 1 | |
| 5110007 | 1 | |
| 5110008 | 1 | |
| 5110009 | 1 | |
| 5110010 | 1 |
| Value | Count | Frequency (%) |
| 5115180 | 1 | |
| 5115179 | 1 | |
| 5115178 | 1 | |
| 5115177 | 1 | |
| 5115176 | 1 | |
| 5115175 | 1 | |
| 5115174 | 1 | |
| 5115173 | 1 | |
| 5115172 | 1 | |
| 5115171 | 1 |
Attrition
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3735 | |
| 1.0 | 1445 | 27.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 3735 | |
| 1.0 | 1445 | 27.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 316 |
| Missing (%) | 6.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 37.10855263 |
| Minimum | 18 |
|---|---|
| Maximum | 61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 23 |
| Q1 | 30 |
| median | 36 |
| Q3 | 43 |
| 95-th percentile | 55 |
| Maximum | 61 |
| Range | 43 |
| Interquartile range (IQR) | 13 |
Descriptive statistics
| Standard deviation | 9.248646568 |
|---|---|
| Coefficient of variation (CV) | 0.2492322096 |
| Kurtosis | -0.3890514417 |
| Mean | 37.10855263 |
| Median Absolute Deviation (MAD) | 6 |
| Skewness | 0.4264486746 |
| Sum | 180496 |
| Variance | 85.53746334 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 35 | 253 | 4.9% |
| 36 | 236 | 4.6% |
| 32 | 231 | 4.5% |
| 33 | 221 | 4.3% |
| 31 | 217 | 4.2% |
| 34 | 216 | 4.2% |
| 29 | 204 | 3.9% |
| 30 | 203 | 3.9% |
| 37 | 196 | 3.8% |
| 38 | 181 | 3.5% |
| Other values (34) | 2706 | |
| (Missing) | 316 | 6.1% |
| Value | Count | Frequency (%) |
| 18 | 22 | 0.4% |
| 19 | 24 | 0.5% |
| 20 | 45 | 0.9% |
| 21 | 55 | 1.1% |
| 22 | 55 | 1.1% |
| 23 | 50 | 1.0% |
| 24 | 60 | |
| 25 | 99 | |
| 26 | 117 | |
| 27 | 138 |
| Value | Count | Frequency (%) |
| 61 | 7 | 0.1% |
| 60 | 25 | 0.5% |
| 59 | 37 | |
| 58 | 35 | |
| 57 | 32 | |
| 56 | 52 | |
| 55 | 68 | |
| 54 | 52 | |
| 53 | 57 | |
| 52 | 69 |
TravelProfile
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| Rarely | |
|---|---|
| Yes | |
| No |
Length
| Max length | 6 |
|---|---|
| Median length | 6 |
| Mean length | 5.011389961 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Rarely |
|---|---|
| 2nd row | Yes |
| 3rd row | Rarely |
| 4th row | Yes |
| 5th row | No |
Common Values
| Value | Count | Frequency (%) |
| Rarely | 3637 | |
| Yes | 1051 | 20.3% |
| No | 492 | 9.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| rarely | 3637 | |
| yes | 1051 | 20.3% |
| no | 492 | 9.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 124 |
| Missing (%) | 2.4% |
| Memory size | 40.6 KiB |
| Analytics | |
|---|---|
| Sales | |
| Marketing | 222 |
Length
| Max length | 9 |
|---|---|
| Median length | 9 |
| Mean length | 7.722310127 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Analytics |
|---|---|
| 2nd row | Sales |
| 3rd row | Analytics |
| 4th row | Sales |
| 5th row | Analytics |
Common Values
| Value | Count | Frequency (%) |
| Analytics | 3219 | |
| Sales | 1615 | |
| Marketing | 222 | 4.3% |
| (Missing) | 124 | 2.4% |
Length
Pie chart
| Value | Count | Frequency (%) |
| analytics | 3219 | |
| sales | 1615 | |
| marketing | 222 | 4.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 35 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 255 |
| Missing (%) | 4.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.10741117 |
| Minimum | 1 |
|---|---|
| Maximum | 121 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 5 |
| median | 9 |
| Q3 | 16 |
| 95-th percentile | 28 |
| Maximum | 121 |
| Range | 120 |
| Interquartile range (IQR) | 11 |
Descriptive statistics
| Standard deviation | 8.455577275 |
|---|---|
| Coefficient of variation (CV) | 0.761255449 |
| Kurtosis | 5.32968112 |
| Mean | 11.10741117 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 1.269843274 |
| Sum | 54704 |
| Variance | 71.49678706 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 593 | 11.4% |
| 5 | 444 | 8.6% |
| 1 | 320 | 6.2% |
| 11 | 270 | 5.2% |
| 10 | 260 | 5.0% |
| 6 | 256 | 4.9% |
| 9 | 245 | 4.7% |
| 8 | 240 | 4.6% |
| 4 | 225 | 4.3% |
| 7 | 206 | 4.0% |
| Other values (25) | 1866 | |
| (Missing) | 255 | 4.9% |
| Value | Count | Frequency (%) |
| 1 | 320 | |
| 2 | 66 | 1.3% |
| 3 | 593 | |
| 4 | 225 | 4.3% |
| 5 | 444 | |
| 6 | 256 | |
| 7 | 206 | 4.0% |
| 8 | 240 | |
| 9 | 245 | |
| 10 | 260 |
| Value | Count | Frequency (%) |
| 121 | 1 | < 0.1% |
| 36 | 2 | < 0.1% |
| 34 | 2 | < 0.1% |
| 32 | 39 | 0.8% |
| 31 | 32 | 0.6% |
| 30 | 72 | |
| 29 | 77 | |
| 28 | 67 | |
| 27 | 99 | |
| 26 | 71 |
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| Statistics | |
|---|---|
| CA | |
| Marketing Diploma | |
| Engineer | |
| Other |
Length
| Max length | 17 |
|---|---|
| Median length | 10 |
| Mean length | 7.785328185 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CA |
|---|---|
| 2nd row | Statistics |
| 3rd row | Statistics |
| 4th row | Statistics |
| 5th row | Statistics |
Common Values
| Value | Count | Frequency (%) |
| Statistics | 2129 | |
| CA | 1560 | |
| Marketing Diploma | 603 | 11.6% |
| Engineer | 487 | 9.4% |
| Other | 284 | 5.5% |
| MBA | 117 | 2.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| statistics | 2129 | |
| ca | 1560 | |
| marketing | 603 | 10.4% |
| diploma | 603 | 10.4% |
| engineer | 487 | 8.4% |
| other | 284 | 4.9% |
| mba | 117 | 2.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
Gender
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 46 |
| Missing (%) | 0.9% |
| Memory size | 40.6 KiB |
| Male | |
|---|---|
| Female | |
| F |
Length
| Max length | 6 |
|---|---|
| Median length | 4 |
| Mean length | 4.111024542 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Male |
|---|---|
| 2nd row | Female |
| 3rd row | F |
| 4th row | Female |
| 5th row | Female |
Common Values
| Value | Count | Frequency (%) |
| Male | 3094 | |
| Female | 1338 | |
| F | 702 | 13.6% |
| (Missing) | 46 | 0.9% |
Length
Pie chart
| Value | Count | Frequency (%) |
| male | 3094 | |
| female | 1338 | |
| f | 702 | 13.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 58 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 287 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 57.97976701 |
| Minimum | 10 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 10 |
|---|---|
| 5-th percentile | 35 |
| Q1 | 49 |
| median | 59 |
| Q3 | 67 |
| 95-th percentile | 79 |
| Maximum | 99 |
| Range | 89 |
| Interquartile range (IQR) | 18 |
Descriptive statistics
| Standard deviation | 12.99667387 |
|---|---|
| Coefficient of variation (CV) | 0.2241587805 |
| Kurtosis | -0.6327511515 |
| Mean | 57.97976701 |
| Median Absolute Deviation (MAD) | 9 |
| Skewness | -0.2150486479 |
| Sum | 283695 |
| Variance | 168.9135317 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 66 | 178 | 3.4% |
| 54 | 178 | 3.4% |
| 56 | 170 | 3.3% |
| 59 | 165 | 3.2% |
| 68 | 157 | 3.0% |
| 57 | 153 | 3.0% |
| 67 | 151 | 2.9% |
| 58 | 143 | 2.8% |
| 62 | 137 | 2.6% |
| 64 | 134 | 2.6% |
| Other values (48) | 3327 | |
| (Missing) | 287 | 5.5% |
| Value | Count | Frequency (%) |
| 10 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 30 | 33 | |
| 31 | 25 | 0.5% |
| 32 | 63 | |
| 33 | 51 | |
| 34 | 68 | |
| 35 | 64 | |
| 36 | 50 | |
| 37 | 62 |
| Value | Count | Frequency (%) |
| 99 | 1 | < 0.1% |
| 89 | 1 | < 0.1% |
| 87 | 1 | < 0.1% |
| 82 | 57 | |
| 81 | 45 | |
| 80 | 99 | |
| 79 | 88 | |
| 78 | 70 | |
| 77 | 65 | |
| 76 | 59 |
Involvement
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| 3.0 | |
|---|---|
| 4.0 | |
| 1.0 | |
| 5.0 | |
| 2.0 | 109 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 4.0 |
| 3rd row | 5.0 |
| 4th row | 3.0 |
| 5th row | 3.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 3030 | |
| 4.0 | 1355 | |
| 1.0 | 361 | 7.0% |
| 5.0 | 325 | 6.3% |
| 2.0 | 109 | 2.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3.0 | 3030 | |
| 4.0 | 1355 | |
| 1.0 | 361 | 7.0% |
| 5.0 | 325 | 6.3% |
| 2.0 | 109 | 2.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
WorkLifeBalance
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| 4.0 | |
|---|---|
| 3.0 | |
| 5.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 3.0 |
| 3rd row | 3.0 |
| 4th row | 2.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 4.0 | 1060 | |
| 3.0 | 1054 | |
| 5.0 | 1033 | |
| 1.0 | 1027 | |
| 2.0 | 1006 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 4.0 | 1060 | |
| 3.0 | 1054 | |
| 5.0 | 1033 | |
| 1.0 | 1027 | |
| 2.0 | 1006 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 38 |
| Missing (%) | 0.7% |
| Memory size | 40.6 KiB |
| Executive | |
|---|---|
| Manager | |
| Senior Manager | |
| AVP | |
| VP |
Length
| Max length | 14 |
|---|---|
| Median length | 9 |
| Mean length | 8.372617658 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Executive |
|---|---|
| 2nd row | Executive |
| 3rd row | Manager |
| 4th row | Manager |
| 5th row | Manager |
Common Values
| Value | Count | Frequency (%) |
| Executive | 2072 | |
| Manager | 1756 | |
| Senior Manager | 763 | 14.7% |
| AVP | 328 | 6.3% |
| VP | 223 | 4.3% |
| (Missing) | 38 | 0.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| manager | 2519 | |
| executive | 2072 | |
| senior | 763 | 12.9% |
| avp | 328 | 5.6% |
| vp | 223 | 3.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
JobSatisfaction
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| 3.0 | |
|---|---|
| 5.0 | |
| 4.0 | |
| 1.0 | |
| 2.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 2.0 |
| 3rd row | 2.0 |
| 4th row | 4.0 |
| 5th row | 4.0 |
Common Values
| Value | Count | Frequency (%) |
| 3.0 | 1560 | |
| 5.0 | 1095 | |
| 4.0 | 965 | |
| 1.0 | 847 | |
| 2.0 | 713 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 3.0 | 1560 | |
| 5.0 | 1095 | |
| 4.0 | 965 | |
| 1.0 | 847 | |
| 2.0 | 713 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
ESOPs
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 2639 | |
| 1.0 | 2541 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 2639 | |
| 1.0 | 2541 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.157335907 |
| Minimum | 0 |
|---|---|
| Maximum | 21 |
| Zeros | 377 |
| Zeros (%) | 7.3% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 5 |
| 95-th percentile | 9 |
| Maximum | 21 |
| Range | 21 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 2.606035564 |
|---|---|
| Coefficient of variation (CV) | 0.8253906587 |
| Kurtosis | 1.23453707 |
| Mean | 3.157335907 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.126676819 |
| Sum | 16355 |
| Variance | 6.791421362 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1370 | |
| 2 | 1092 | |
| 4 | 503 | 9.7% |
| 3 | 495 | 9.6% |
| 0 | 377 | 7.3% |
| 5 | 352 | 6.8% |
| 7 | 280 | 5.4% |
| 6 | 253 | 4.9% |
| 8 | 190 | 3.7% |
| 9 | 187 | 3.6% |
| Other values (4) | 81 | 1.6% |
| Value | Count | Frequency (%) |
| 0 | 377 | 7.3% |
| 1 | 1370 | |
| 2 | 1092 | |
| 3 | 495 | 9.6% |
| 4 | 503 | 9.7% |
| 5 | 352 | 6.8% |
| 6 | 253 | 4.9% |
| 7 | 280 | 5.4% |
| 8 | 190 | 3.7% |
| 9 | 187 | 3.6% |
| Value | Count | Frequency (%) |
| 21 | 1 | < 0.1% |
| 19 | 2 | < 0.1% |
| 18 | 3 | 0.1% |
| 10 | 75 | 1.4% |
| 9 | 187 | 3.6% |
| 8 | 190 | 3.7% |
| 7 | 280 | |
| 6 | 253 | |
| 5 | 352 | |
| 4 | 503 |
OverTime
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| 0.0 | |
|---|---|
| 1.0 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3556 | |
| 1.0 | 1624 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 3556 | |
| 1.0 | 1624 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 16 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 169 |
| Missing (%) | 3.3% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20.64937138 |
| Minimum | 16 |
|---|---|
| Maximum | 31 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 16 |
|---|---|
| 5-th percentile | 16 |
| Q1 | 18 |
| median | 20 |
| Q3 | 23 |
| 95-th percentile | 28 |
| Maximum | 31 |
| Range | 15 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.706469112 |
|---|---|
| Coefficient of variation (CV) | 0.1794954937 |
| Kurtosis | -0.3511777323 |
| Mean | 20.64937138 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.7789437595 |
| Sum | 103474 |
| Variance | 13.73791328 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 709 | |
| 19 | 680 | |
| 18 | 668 | |
| 20 | 504 | |
| 16 | 419 | |
| 23 | 299 | |
| 21 | 288 | |
| 24 | 287 | |
| 22 | 275 | 5.3% |
| 25 | 205 | 4.0% |
| Other values (6) | 677 |
| Value | Count | Frequency (%) |
| 16 | 419 | |
| 17 | 709 | |
| 18 | 668 | |
| 19 | 680 | |
| 20 | 504 | |
| 21 | 288 | |
| 22 | 275 | 5.3% |
| 23 | 299 | |
| 24 | 287 | |
| 25 | 205 | 4.0% |
| Value | Count | Frequency (%) |
| 31 | 22 | 0.4% |
| 30 | 57 | 1.1% |
| 29 | 100 | 1.9% |
| 28 | 136 | |
| 27 | 193 | |
| 26 | 169 | |
| 25 | 205 | |
| 24 | 287 | |
| 23 | 299 | |
| 22 | 275 |
WorkExperience
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 42 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 187 |
| Missing (%) | 3.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11.16583217 |
| Minimum | 0 |
|---|---|
| Maximum | 41 |
| Zeros | 29 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 6 |
| median | 9 |
| Q3 | 15 |
| 95-th percentile | 27 |
| Maximum | 41 |
| Range | 41 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 7.797783459 |
|---|---|
| Coefficient of variation (CV) | 0.6983611561 |
| Kurtosis | 1.05185581 |
| Mean | 11.16583217 |
| Median Absolute Deviation (MAD) | 4 |
| Skewness | 1.148334256 |
| Sum | 55751 |
| Variance | 60.80542688 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10 | 481 | 9.3% |
| 6 | 397 | 7.7% |
| 7 | 358 | 6.9% |
| 8 | 328 | 6.3% |
| 11 | 321 | 6.2% |
| 9 | 310 | 6.0% |
| 5 | 284 | 5.5% |
| 1 | 229 | 4.4% |
| 2 | 217 | 4.2% |
| 4 | 201 | 3.9% |
| Other values (32) | 1867 | |
| (Missing) | 187 | 3.6% |
| Value | Count | Frequency (%) |
| 0 | 29 | 0.6% |
| 1 | 229 | |
| 2 | 217 | |
| 3 | 157 | 3.0% |
| 4 | 201 | |
| 5 | 284 | |
| 6 | 397 | |
| 7 | 358 | |
| 8 | 328 | |
| 9 | 310 |
| Value | Count | Frequency (%) |
| 41 | 4 | 0.1% |
| 40 | 7 | 0.1% |
| 39 | 2 | < 0.1% |
| 38 | 8 | 0.2% |
| 37 | 15 | |
| 36 | 10 | 0.2% |
| 35 | 10 | 0.2% |
| 34 | 16 | |
| 33 | 26 | |
| 32 | 23 |
| Distinct | 17 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 70 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.552837573 |
| Minimum | 0 |
|---|---|
| Maximum | 16 |
| Zeros | 1201 |
| Zeros (%) | 23.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 3 |
| 95-th percentile | 10 |
| Maximum | 16 |
| Range | 16 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 3.234467494 |
|---|---|
| Coefficient of variation (CV) | 1.267008731 |
| Kurtosis | 3.732381853 |
| Mean | 2.552837573 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.973214096 |
| Sum | 13045 |
| Variance | 10.46177997 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1581 | |
| 0 | 1201 | |
| 2 | 838 | |
| 3 | 348 | 6.7% |
| 7 | 208 | 4.0% |
| 4 | 180 | 3.5% |
| 5 | 167 | 3.2% |
| 8 | 133 | 2.6% |
| 6 | 130 | 2.5% |
| 11 | 63 | 1.2% |
| Other values (7) | 261 | 5.0% |
| (Missing) | 70 | 1.4% |
| Value | Count | Frequency (%) |
| 0 | 1201 | |
| 1 | 1581 | |
| 2 | 838 | |
| 3 | 348 | 6.7% |
| 4 | 180 | 3.5% |
| 5 | 167 | 3.2% |
| 6 | 130 | 2.5% |
| 7 | 208 | 4.0% |
| 8 | 133 | 2.6% |
| 9 | 53 | 1.0% |
| Value | Count | Frequency (%) |
| 16 | 24 | 0.5% |
| 15 | 39 | 0.8% |
| 14 | 27 | 0.5% |
| 13 | 32 | 0.6% |
| 12 | 48 | 0.9% |
| 11 | 63 | 1.2% |
| 10 | 38 | 0.7% |
| 9 | 53 | 1.0% |
| 8 | 133 | |
| 7 | 208 |
| Distinct | 19 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 311 |
| Missing (%) | 6.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.385294722 |
| Minimum | 0 |
|---|---|
| Maximum | 18 |
| Zeros | 624 |
| Zeros (%) | 12.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 3 |
| Q3 | 7 |
| 95-th percentile | 11 |
| Maximum | 18 |
| Range | 18 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 3.617643333 |
|---|---|
| Coefficient of variation (CV) | 0.8249487349 |
| Kurtosis | 0.04485311733 |
| Mean | 4.385294722 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.8021143438 |
| Sum | 21352 |
| Variance | 13.08734328 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 729 | |
| 2 | 721 | |
| 0 | 624 | |
| 1 | 544 | |
| 8 | 490 | |
| 7 | 427 | |
| 4 | 373 | |
| 9 | 257 | 5.0% |
| 5 | 190 | 3.7% |
| 10 | 146 | 2.8% |
| Other values (9) | 368 | |
| (Missing) | 311 |
| Value | Count | Frequency (%) |
| 0 | 624 | |
| 1 | 544 | |
| 2 | 721 | |
| 3 | 729 | |
| 4 | 373 | |
| 5 | 190 | 3.7% |
| 6 | 97 | 1.9% |
| 7 | 427 | |
| 8 | 490 | |
| 9 | 257 | 5.0% |
| Value | Count | Frequency (%) |
| 18 | 7 | 0.1% |
| 17 | 12 | 0.2% |
| 16 | 11 | 0.2% |
| 15 | 14 | 0.3% |
| 14 | 33 | 0.6% |
| 13 | 49 | 0.9% |
| 12 | 63 | 1.2% |
| 11 | 82 | 1.6% |
| 10 | 146 | |
| 9 | 257 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 40.6 KiB |
| Single | |
|---|---|
| Married | |
| Divorsed | |
| M |
Length
| Max length | 8 |
|---|---|
| Median length | 7 |
| Mean length | 5.956756757 |
| Min length | 1 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | M |
|---|---|
| 2nd row | Single |
| 3rd row | Single |
| 4th row | Divorsed |
| 5th row | Divorsed |
Common Values
| Value | Count | Frequency (%) |
| Single | 1776 | |
| Married | 1614 | |
| Divorsed | 1016 | |
| M | 774 |
Length
Pie chart
| Value | Count | Frequency (%) |
| single | 1776 | |
| married | 1614 | |
| divorsed | 1016 | |
| m | 774 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
MonthlyIncome
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 2372 |
|---|---|
| Distinct (%) | 46.6% |
| Missing | 93 |
| Missing (%) | 1.8% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21692.29644 |
| Minimum | 1000 |
|---|---|
| Maximum | 95000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 40.6 KiB |
Quantile statistics
| Minimum | 1000 |
|---|---|
| 5-th percentile | 17180 |
| Q1 | 18362 |
| median | 20160 |
| Q3 | 23443.5 |
| 95-th percentile | 33065.9 |
| Maximum | 95000 |
| Range | 94000 |
| Interquartile range (IQR) | 5081.5 |
Descriptive statistics
| Standard deviation | 4770.637922 |
|---|---|
| Coefficient of variation (CV) | 0.2199231389 |
| Kurtosis | 11.86381803 |
| Mean | 21692.29644 |
| Median Absolute Deviation (MAD) | 2102 |
| Skewness | 1.996463403 |
| Sum | 110348712 |
| Variance | 22758986.19 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17404 | 12 | 0.2% |
| 17380 | 11 | 0.2% |
| 18743 | 9 | 0.2% |
| 17741 | 8 | 0.2% |
| 25609 | 8 | 0.2% |
| 17973 | 8 | 0.2% |
| 20346 | 8 | 0.2% |
| 21347 | 8 | 0.2% |
| 18904 | 8 | 0.2% |
| 17657 | 7 | 0.1% |
| Other values (2362) | 5000 | |
| (Missing) | 93 | 1.8% |
| Value | Count | Frequency (%) |
| 1000 | 1 | < 0.1% |
| 16009 | 6 | |
| 16051 | 3 | |
| 16052 | 2 | < 0.1% |
| 16081 | 3 | |
| 16091 | 3 | |
| 16102 | 6 | |
| 16118 | 3 | |
| 16129 | 2 | < 0.1% |
| 16200 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 95000 | 1 | < 0.1% |
| 35999 | 2 | |
| 35973 | 2 | |
| 35943 | 1 | < 0.1% |
| 35926 | 1 | < 0.1% |
| 35859 | 4 | |
| 35847 | 1 | < 0.1% |
| 35845 | 2 | |
| 35740 | 1 | < 0.1% |
| 35717 | 1 | < 0.1% |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| EmployeeID | Attrition | Age | TravelProfile | Department | HomeToWork | EducationField | Gender | HourlnWeek | Involvement | WorkLifeBalance | Designation | JobSatisfaction | ESOPs | NumCompaniesWorked | OverTime | SalaryHikelastYear | WorkExperience | LastPromotion | CurrentProfile | MaritalStatus | MonthlyIncome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 5110001.0 | 0.0 | 35.0 | Rarely | Analytics | 5.0 | CA | Male | 69.0 | 1.0 | 1.0 | Executive | 1.0 | 1.0 | 1.0 | 1.0 | 20.0 | 7.0 | 2.0 | NaN | M | 18932.0 |
| 1 | 5110002.0 | 1.0 | 32.0 | Yes | Sales | 5.0 | Statistics | Female | 62.0 | 4.0 | 3.0 | Executive | 2.0 | 0.0 | 8.0 | 0.0 | 20.0 | 4.0 | 1.0 | NaN | Single | 18785.0 |
| 2 | 5110003.0 | 0.0 | 31.0 | Rarely | Analytics | 5.0 | Statistics | F | 45.0 | 5.0 | 3.0 | Manager | 2.0 | 1.0 | 3.0 | 0.0 | 26.0 | 12.0 | 1.0 | 3.0 | Single | 22091.0 |
| 3 | 5110004.0 | 0.0 | 34.0 | Yes | Sales | 10.0 | Statistics | Female | 32.0 | 3.0 | 2.0 | Manager | 4.0 | 1.0 | 1.0 | 0.0 | 23.0 | 5.0 | 1.0 | 3.0 | Divorsed | 20302.0 |
| 4 | 5110005.0 | 0.0 | 37.0 | No | Analytics | 27.0 | Statistics | Female | 49.0 | 3.0 | 4.0 | Manager | 4.0 | 1.0 | 8.0 | 0.0 | 21.0 | 12.0 | 1.0 | 9.0 | Divorsed | 21674.0 |
| 5 | 5110006.0 | 1.0 | 34.0 | Yes | Marketing | 24.0 | MBA | F | 43.0 | 3.0 | 4.0 | Senior Manager | 5.0 | 1.0 | 9.0 | 1.0 | 20.0 | 11.0 | 0.0 | 2.0 | Married | 24950.0 |
| 6 | 5110007.0 | 0.0 | 35.0 | Yes | Sales | 1.0 | Marketing Diploma | F | 62.0 | 3.0 | 1.0 | Senior Manager | 3.0 | 1.0 | 1.0 | 0.0 | 19.0 | 10.0 | 0.0 | 8.0 | Single | 23789.0 |
| 7 | 5110008.0 | 1.0 | 26.0 | Rarely | Sales | 8.0 | Marketing Diploma | Male | 48.0 | 4.0 | 2.0 | Manager | 3.0 | 1.0 | 2.0 | 1.0 | 17.0 | 7.0 | 1.0 | 4.0 | Single | 21744.0 |
| 8 | 5110009.0 | 0.0 | 45.0 | Yes | Analytics | 5.0 | CA | Male | 58.0 | 3.0 | 3.0 | Senior Manager | 3.0 | 0.0 | 6.0 | 1.0 | 24.0 | 17.0 | 3.0 | 3.0 | Single | 26209.0 |
| 9 | 5110010.0 | 1.0 | 24.0 | Rarely | Sales | 4.0 | Statistics | Female | 65.0 | 3.0 | 3.0 | Manager | 3.0 | 1.0 | 9.0 | 0.0 | 19.0 | 4.0 | 2.0 | 0.0 | Single | 19577.0 |
Last rows
| EmployeeID | Attrition | Age | TravelProfile | Department | HomeToWork | EducationField | Gender | HourlnWeek | Involvement | WorkLifeBalance | Designation | JobSatisfaction | ESOPs | NumCompaniesWorked | OverTime | SalaryHikelastYear | WorkExperience | LastPromotion | CurrentProfile | MaritalStatus | MonthlyIncome | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 5170 | 5115171.0 | 0.0 | 34.0 | Rarely | Sales | 13.0 | Marketing Diploma | Male | 54.0 | 1.0 | 2.0 | Senior Manager | 3.0 | 1.0 | 1.0 | 1.0 | 20.0 | 11.0 | 1.0 | 9.0 | Married | 24380.0 |
| 5171 | 5115172.0 | 1.0 | NaN | Yes | Analytics | 26.0 | Statistics | Female | 66.0 | 3.0 | 3.0 | Executive | 4.0 | 1.0 | 1.0 | 1.0 | 24.0 | 10.0 | 7.0 | 8.0 | M | 17022.0 |
| 5172 | 5115173.0 | 0.0 | 40.0 | Rarely | Analytics | 21.0 | Statistics | Male | 34.0 | 3.0 | 4.0 | Manager | 3.0 | 0.0 | 1.0 | 0.0 | 17.0 | 10.0 | 2.0 | 8.0 | Single | 20534.0 |
| 5173 | 5115174.0 | 0.0 | 47.0 | Rarely | Sales | 5.0 | Marketing Diploma | F | 71.0 | 3.0 | 3.0 | AVP | 5.0 | 1.0 | 9.0 | 0.0 | 29.0 | 29.0 | 16.0 | 10.0 | Divorsed | 33048.0 |
| 5174 | 5115175.0 | 0.0 | NaN | Rarely | Analytics | 20.0 | CA | Male | NaN | 3.0 | 4.0 | Executive | 1.0 | 0.0 | 1.0 | 0.0 | 29.0 | 2.0 | 2.0 | 2.0 | M | 17323.0 |
| 5175 | 5115176.0 | 0.0 | 36.0 | Rarely | Analytics | 13.0 | CA | F | 53.0 | 3.0 | 3.0 | Manager | 3.0 | 0.0 | 4.0 | 1.0 | 22.0 | 11.0 | 1.0 | 5.0 | Single | 22142.0 |
| 5176 | 5115177.0 | 0.0 | NaN | Rarely | Marketing | 9.0 | CA | Female | 66.0 | 1.0 | 4.0 | Executive | 4.0 | 1.0 | 9.0 | 0.0 | 23.0 | 8.0 | 0.0 | 2.0 | Single | 17109.0 |
| 5177 | 5115178.0 | 0.0 | 29.0 | Rarely | Analytics | NaN | CA | Female | 62.0 | 4.0 | 2.0 | Executive | 1.0 | 1.0 | 6.0 | 0.0 | 19.0 | 8.0 | 0.0 | 3.0 | M | 17532.0 |
| 5178 | 5115179.0 | 0.0 | 26.0 | Rarely | Marketing | 26.0 | Statistics | Female | 61.0 | 3.0 | 4.0 | Executive | 3.0 | 0.0 | 1.0 | 0.0 | 28.0 | 8.0 | 5.0 | 7.0 | Divorsed | 17942.0 |
| 5179 | 5115180.0 | 1.0 | NaN | Yes | Sales | 13.0 | Statistics | Male | 74.0 | 4.0 | 3.0 | Executive | 5.0 | 1.0 | 1.0 | 0.0 | 23.0 | 1.0 | 0.0 | 0.0 | Divorsed | 17033.0 |